Overview
Brought to you by YData
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 200000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 38.1 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 9 |
bathrooms is highly overall correlated with rooms | High correlation |
city is highly overall correlated with country | High correlation |
country is highly overall correlated with city | High correlation |
customer_salary is highly overall correlated with emi_to_income_ratio | High correlation |
decision is highly overall correlated with satisfaction_score | High correlation |
down_payment is highly overall correlated with loan_amount and 2 other fields | High correlation |
emi_to_income_ratio is highly overall correlated with customer_salary and 3 other fields | High correlation |
loan_amount is highly overall correlated with down_payment and 3 other fields | High correlation |
price is highly overall correlated with down_payment and 3 other fields | High correlation |
property_size_sqft is highly overall correlated with down_payment and 3 other fields | High correlation |
rooms is highly overall correlated with bathrooms | High correlation |
satisfaction_score is highly overall correlated with decision | High correlation |
property_id is uniformly distributed | Uniform |
property_id has unique values | Unique |
previous_owners has 28648 (14.3%) zeros | Zeros |
crime_cases_reported has 62909 (31.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-11 00:27:45.189169 |
|---|---|
| Analysis finished | 2025-11-11 00:28:44.127918 |
| Duration | 58.94 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
property_id
Real number (ℝ)
Uniform Unique
| Distinct | 200000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100000.5 |
| Minimum | 1 |
|---|---|
| Maximum | 200000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10000.95 |
| Q1 | 50000.75 |
| median | 100000.5 |
| Q3 | 150000.25 |
| 95-th percentile | 190000.05 |
| Maximum | 200000 |
| Range | 199999 |
| Interquartile range (IQR) | 99999.5 |
Descriptive statistics
| Standard deviation | 57735.171 |
|---|---|
| Coefficient of variation (CV) | 0.57734883 |
| Kurtosis | -1.2 |
| Mean | 100000.5 |
| Median Absolute Deviation (MAD) | 50000 |
| Skewness | 0 |
| Sum | 2.00001 × 1010 |
| Variance | 3.33335 × 109 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 199984 | 1 | < 0.1% |
| 199983 | 1 | < 0.1% |
| 199982 | 1 | < 0.1% |
| 199981 | 1 | < 0.1% |
| 199980 | 1 | < 0.1% |
| 199979 | 1 | < 0.1% |
| 199978 | 1 | < 0.1% |
| 199977 | 1 | < 0.1% |
| 199976 | 1 | < 0.1% |
| 199975 | 1 | < 0.1% |
| Other values (199990) | 199990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 200000 | 1 | |
| 199999 | 1 | |
| 199998 | 1 | |
| 199997 | 1 | |
| 199996 | 1 | |
| 199995 | 1 | |
| 199994 | 1 | |
| 199993 | 1 | |
| 199992 | 1 | |
| 199991 | 1 |
country
Categorical
High correlation
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| France | |
|---|---|
| China | |
| Australia | |
| UK | |
| Germany | |
| Other values (8) |
Length
| Max length | 12 |
|---|---|
| Median length | 7 |
| Mean length | 6.00423 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | South Africa |
| 3rd row | South Africa |
| 4th row | Germany |
| 5th row | South Africa |
Common Values
| Value | Count | Frequency (%) |
| France | 15628 | 7.8% |
| China | 15536 | 7.8% |
| Australia | 15442 | 7.7% |
| UK | 15413 | 7.7% |
| Germany | 15408 | 7.7% |
| South Africa | 15401 | 7.7% |
| Canada | 15401 | 7.7% |
| Brazil | 15397 | 7.7% |
| India | 15357 | 7.7% |
| Japan | 15317 | 7.7% |
| Other values (3) | 45700 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| france | 15628 | 7.3% |
| china | 15536 | 7.2% |
| australia | 15442 | 7.2% |
| uk | 15413 | 7.2% |
| germany | 15408 | 7.2% |
| south | 15401 | 7.1% |
| africa | 15401 | 7.1% |
| canada | 15401 | 7.1% |
| brazil | 15397 | 7.1% |
| india | 15357 | 7.1% |
| Other values (4) | 61017 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 215726 | |
| n | 107925 | 9.0% |
| r | 92554 | 7.7% |
| i | 92411 | 7.7% |
| A | 61265 | 5.1% |
| e | 46314 | 3.9% |
| S | 45960 | 3.8% |
| U | 45835 | 3.8% |
| c | 31029 | 2.6% |
| h | 30937 | 2.6% |
| Other values (21) | 430890 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1200846 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 215726 | |
| n | 107925 | 9.0% |
| r | 92554 | 7.7% |
| i | 92411 | 7.7% |
| A | 61265 | 5.1% |
| e | 46314 | 3.9% |
| S | 45960 | 3.8% |
| U | 45835 | 3.8% |
| c | 31029 | 2.6% |
| h | 30937 | 2.6% |
| Other values (21) | 430890 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1200846 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 215726 | |
| n | 107925 | 9.0% |
| r | 92554 | 7.7% |
| i | 92411 | 7.7% |
| A | 61265 | 5.1% |
| e | 46314 | 3.9% |
| S | 45960 | 3.8% |
| U | 45835 | 3.8% |
| c | 31029 | 2.6% |
| h | 30937 | 2.6% |
| Other values (21) | 430890 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1200846 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 215726 | |
| n | 107925 | 9.0% |
| r | 92554 | 7.7% |
| i | 92411 | 7.7% |
| A | 61265 | 5.1% |
| e | 46314 | 3.9% |
| S | 45960 | 3.8% |
| U | 45835 | 3.8% |
| c | 31029 | 2.6% |
| h | 30937 | 2.6% |
| Other values (21) | 430890 |
city
Categorical
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Singapore | 15278 |
|---|---|
| São Paulo | 7755 |
| Johannesburg | 7712 |
| Cape Town | 7689 |
| Rio de Janeiro | 7642 |
| Other values (35) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 7.995205 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Marseille |
|---|---|
| 2nd row | Cape Town |
| 3rd row | Johannesburg |
| 4th row | Frankfurt |
| 5th row | Johannesburg |
Common Values
| Value | Count | Frequency (%) |
| Singapore | 15278 | 7.6% |
| São Paulo | 7755 | 3.9% |
| Johannesburg | 7712 | 3.9% |
| Cape Town | 7689 | 3.8% |
| Rio de Janeiro | 7642 | 3.8% |
| Dubai | 7637 | 3.8% |
| Abu Dhabi | 7504 | 3.8% |
| Marseille | 5328 | 2.7% |
| Beijing | 5328 | 2.7% |
| Melbourne | 5289 | 2.6% |
| Other values (30) | 122838 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| singapore | 15278 | 6.2% |
| são | 7755 | 3.1% |
| paulo | 7755 | 3.1% |
| johannesburg | 7712 | 3.1% |
| cape | 7689 | 3.1% |
| town | 7689 | 3.1% |
| rio | 7642 | 3.1% |
| de | 7642 | 3.1% |
| janeiro | 7642 | 3.1% |
| dubai | 7637 | 3.1% |
| Other values (38) | 162966 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 155848 | 9.7% |
| o | 154290 | 9.6% |
| a | 144968 | 9.1% |
| e | 141558 | 8.9% |
| i | 112800 | 7.1% |
| r | 105094 | 6.6% |
| u | 59390 | 3.7% |
| h | 56610 | 3.5% |
| 47407 | 3.0% | |
| g | 46148 | 2.9% |
| Other values (34) | 574928 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1599041 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 155848 | 9.7% |
| o | 154290 | 9.6% |
| a | 144968 | 9.1% |
| e | 141558 | 8.9% |
| i | 112800 | 7.1% |
| r | 105094 | 6.6% |
| u | 59390 | 3.7% |
| h | 56610 | 3.5% |
| 47407 | 3.0% | |
| g | 46148 | 2.9% |
| Other values (34) | 574928 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1599041 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 155848 | 9.7% |
| o | 154290 | 9.6% |
| a | 144968 | 9.1% |
| e | 141558 | 8.9% |
| i | 112800 | 7.1% |
| r | 105094 | 6.6% |
| u | 59390 | 3.7% |
| h | 56610 | 3.5% |
| 47407 | 3.0% | |
| g | 46148 | 2.9% |
| Other values (34) | 574928 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1599041 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 155848 | 9.7% |
| o | 154290 | 9.6% |
| a | 144968 | 9.1% |
| e | 141558 | 8.9% |
| i | 112800 | 7.1% |
| r | 105094 | 6.6% |
| u | 59390 | 3.7% |
| h | 56610 | 3.5% |
| 47407 | 3.0% | |
| g | 46148 | 2.9% |
| Other values (34) | 574928 |
property_type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Farmhouse | |
|---|---|
| Apartment | |
| Townhouse | |
| Villa | |
| Independent House |
Length
| Max length | 17 |
|---|---|
| Median length | 9 |
| Mean length | 9.1713 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Farmhouse |
|---|---|
| 2nd row | Apartment |
| 3rd row | Farmhouse |
| 4th row | Farmhouse |
| 5th row | Townhouse |
Common Values
| Value | Count | Frequency (%) |
| Farmhouse | 33518 | |
| Apartment | 33398 | |
| Townhouse | 33395 | |
| Villa | 33347 | |
| Independent House | 33334 | |
| Studio | 33008 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| farmhouse | 33518 | |
| apartment | 33398 | |
| townhouse | 33395 | |
| villa | 33347 | |
| independent | 33334 | |
| house | 33334 | |
| studio | 33008 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 233647 | |
| n | 166795 | 9.1% |
| o | 166650 | 9.1% |
| u | 133255 | 7.3% |
| t | 133138 | 7.3% |
| a | 100263 | 5.5% |
| s | 100247 | 5.5% |
| d | 99676 | 5.4% |
| m | 66916 | 3.6% |
| r | 66916 | 3.6% |
| Other values (13) | 566757 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1834260 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 233647 | |
| n | 166795 | 9.1% |
| o | 166650 | 9.1% |
| u | 133255 | 7.3% |
| t | 133138 | 7.3% |
| a | 100263 | 5.5% |
| s | 100247 | 5.5% |
| d | 99676 | 5.4% |
| m | 66916 | 3.6% |
| r | 66916 | 3.6% |
| Other values (13) | 566757 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1834260 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 233647 | |
| n | 166795 | 9.1% |
| o | 166650 | 9.1% |
| u | 133255 | 7.3% |
| t | 133138 | 7.3% |
| a | 100263 | 5.5% |
| s | 100247 | 5.5% |
| d | 99676 | 5.4% |
| m | 66916 | 3.6% |
| r | 66916 | 3.6% |
| Other values (13) | 566757 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1834260 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 233647 | |
| n | 166795 | 9.1% |
| o | 166650 | 9.1% |
| u | 133255 | 7.3% |
| t | 133138 | 7.3% |
| a | 100263 | 5.5% |
| s | 100247 | 5.5% |
| d | 99676 | 5.4% |
| m | 66916 | 3.6% |
| r | 66916 | 3.6% |
| Other values (13) | 566757 |
furnishing_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Fully-Furnished | |
|---|---|
| Semi-Furnished | |
| Unfurnished |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.336675 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Semi-Furnished |
|---|---|
| 2nd row | Semi-Furnished |
| 3rd row | Semi-Furnished |
| 4th row | Semi-Furnished |
| 5th row | Fully-Furnished |
Common Values
| Value | Count | Frequency (%) |
| Fully-Furnished | 66829 | |
| Semi-Furnished | 66673 | |
| Unfurnished | 66498 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully-furnished | 66829 | |
| semi-furnished | 66673 | |
| unfurnished | 66498 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 266829 | |
| i | 266673 | |
| e | 266673 | |
| n | 266498 | |
| F | 200331 | |
| r | 200000 | |
| s | 200000 | |
| h | 200000 | |
| d | 200000 | |
| l | 133658 | 5.0% |
| Other values (6) | 466673 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2667335 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 266829 | |
| i | 266673 | |
| e | 266673 | |
| n | 266498 | |
| F | 200331 | |
| r | 200000 | |
| s | 200000 | |
| h | 200000 | |
| d | 200000 | |
| l | 133658 | 5.0% |
| Other values (6) | 466673 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2667335 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 266829 | |
| i | 266673 | |
| e | 266673 | |
| n | 266498 | |
| F | 200331 | |
| r | 200000 | |
| s | 200000 | |
| h | 200000 | |
| d | 200000 | |
| l | 133658 | 5.0% |
| Other values (6) | 466673 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2667335 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 266829 | |
| i | 266673 | |
| e | 266673 | |
| n | 266498 | |
| F | 200331 | |
| r | 200000 | |
| s | 200000 | |
| h | 200000 | |
| d | 200000 | |
| l | 133658 | 5.0% |
| Other values (6) | 466673 |
property_size_sqft
Real number (ℝ)
High correlation
| Distinct | 5601 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3195.6335 |
| Minimum | 400 |
|---|---|
| Maximum | 6000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 400 |
|---|---|
| 5-th percentile | 682 |
| Q1 | 1802 |
| median | 3190 |
| Q3 | 4589 |
| 95-th percentile | 5720 |
| Maximum | 6000 |
| Range | 5600 |
| Interquartile range (IQR) | 2787 |
Descriptive statistics
| Standard deviation | 1613.3223 |
|---|---|
| Coefficient of variation (CV) | 0.50485211 |
| Kurtosis | -1.195565 |
| Mean | 3195.6335 |
| Median Absolute Deviation (MAD) | 1393 |
| Skewness | 0.0050609308 |
| Sum | 6.3912669 × 108 |
| Variance | 2602808.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2390 | 60 | < 0.1% |
| 3647 | 58 | < 0.1% |
| 1358 | 57 | < 0.1% |
| 2877 | 57 | < 0.1% |
| 3457 | 57 | < 0.1% |
| 2388 | 57 | < 0.1% |
| 2283 | 57 | < 0.1% |
| 4918 | 55 | < 0.1% |
| 2379 | 55 | < 0.1% |
| 1491 | 55 | < 0.1% |
| Other values (5591) | 199432 |
| Value | Count | Frequency (%) |
| 400 | 36 | |
| 401 | 30 | |
| 402 | 35 | |
| 403 | 43 | |
| 404 | 33 | |
| 405 | 27 | |
| 406 | 37 | |
| 407 | 35 | |
| 408 | 38 | |
| 409 | 36 |
| Value | Count | Frequency (%) |
| 6000 | 42 | |
| 5999 | 46 | |
| 5998 | 40 | |
| 5997 | 42 | |
| 5996 | 33 | |
| 5995 | 33 | |
| 5994 | 35 | |
| 5993 | 39 | |
| 5992 | 33 | |
| 5991 | 35 |
price
Real number (ℝ)
High correlation
| Distinct | 192130 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1215365.1 |
| Minimum | 56288 |
|---|---|
| Maximum | 4202732 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 56288 |
|---|---|
| 5-th percentile | 210252 |
| Q1 | 565989.5 |
| median | 1023429 |
| Q3 | 1725556.5 |
| 95-th percentile | 2807338.9 |
| Maximum | 4202732 |
| Range | 4146444 |
| Interquartile range (IQR) | 1159567 |
Descriptive statistics
| Standard deviation | 823663.26 |
|---|---|
| Coefficient of variation (CV) | 0.67770848 |
| Kurtosis | 0.55102952 |
| Mean | 1215365.1 |
| Median Absolute Deviation (MAD) | 547891.5 |
| Skewness | 0.94489719 |
| Sum | 2.4307303 × 1011 |
| Variance | 6.7842116 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 478048 | 4 | < 0.1% |
| 1319361 | 3 | < 0.1% |
| 310511 | 3 | < 0.1% |
| 490286 | 3 | < 0.1% |
| 333873 | 3 | < 0.1% |
| 646606 | 3 | < 0.1% |
| 1589642 | 3 | < 0.1% |
| 1190488 | 3 | < 0.1% |
| 647200 | 3 | < 0.1% |
| 337990 | 3 | < 0.1% |
| Other values (192120) | 199969 |
| Value | Count | Frequency (%) |
| 56288 | 1 | |
| 56331 | 1 | |
| 56356 | 1 | |
| 56837 | 1 | |
| 57058 | 1 | |
| 57074 | 1 | |
| 57142 | 1 | |
| 57499 | 1 | |
| 57737 | 1 | |
| 57982 | 1 |
| Value | Count | Frequency (%) |
| 4202732 | 1 | |
| 4202721 | 1 | |
| 4202151 | 1 | |
| 4201912 | 1 | |
| 4201277 | 1 | |
| 4201197 | 1 | |
| 4200900 | 1 | |
| 4200894 | 1 | |
| 4199892 | 1 | |
| 4198888 | 1 |
constructed_year
Real number (ℝ)
| Distinct | 64 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1991.4878 |
| Minimum | 1960 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1960 |
|---|---|
| 5-th percentile | 1963 |
| Q1 | 1975 |
| median | 1991 |
| Q3 | 2008 |
| 95-th percentile | 2020 |
| Maximum | 2023 |
| Range | 63 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 18.494064 |
|---|---|
| Coefficient of variation (CV) | 0.0092865565 |
| Kurtosis | -1.2044606 |
| Mean | 1991.4878 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.00024224439 |
| Sum | 3.9829755 × 108 |
| Variance | 342.03039 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1991 | 3239 | 1.6% |
| 2013 | 3231 | 1.6% |
| 1962 | 3230 | 1.6% |
| 1971 | 3206 | 1.6% |
| 1963 | 3206 | 1.6% |
| 1999 | 3199 | 1.6% |
| 2019 | 3190 | 1.6% |
| 1981 | 3186 | 1.6% |
| 1969 | 3185 | 1.6% |
| 2012 | 3170 | 1.6% |
| Other values (54) | 167958 |
| Value | Count | Frequency (%) |
| 1960 | 3047 | |
| 1961 | 3097 | |
| 1962 | 3230 | |
| 1963 | 3206 | |
| 1964 | 3143 | |
| 1965 | 3130 | |
| 1966 | 3140 | |
| 1967 | 3169 | |
| 1968 | 3100 | |
| 1969 | 3185 |
| Value | Count | Frequency (%) |
| 2023 | 3135 | |
| 2022 | 3116 | |
| 2021 | 3119 | |
| 2020 | 3125 | |
| 2019 | 3190 | |
| 2018 | 3079 | |
| 2017 | 3095 | |
| 2016 | 3111 | |
| 2015 | 3111 | |
| 2014 | 3126 |
previous_owners
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.00137 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 28648 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.0021983 |
|---|---|
| Coefficient of variation (CV) | 0.6670948 |
| Kurtosis | -1.253155 |
| Mean | 3.00137 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.001676501 |
| Sum | 600274 |
| Variance | 4.0087982 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 5 | 28734 | |
| 0 | 28648 | |
| 6 | 28635 | |
| 1 | 28627 | |
| 3 | 28591 | |
| 4 | 28432 | |
| 2 | 28333 |
| Value | Count | Frequency (%) |
| 0 | 28648 | |
| 1 | 28627 | |
| 2 | 28333 | |
| 3 | 28591 | |
| 4 | 28432 | |
| 5 | 28734 | |
| 6 | 28635 |
| Value | Count | Frequency (%) |
| 6 | 28635 | |
| 5 | 28734 | |
| 4 | 28432 | |
| 3 | 28591 | |
| 2 | 28333 | |
| 1 | 28627 | |
| 0 | 28648 |
rooms
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.513855 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.2956686 |
|---|---|
| Coefficient of variation (CV) | 0.50858271 |
| Kurtosis | -1.2433445 |
| Mean | 4.513855 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0079755019 |
| Sum | 902771 |
| Variance | 5.2700944 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 8 | 25359 | |
| 6 | 25228 | |
| 7 | 25182 | |
| 3 | 24983 | |
| 1 | 24929 | |
| 2 | 24847 | |
| 5 | 24797 | |
| 4 | 24675 |
| Value | Count | Frequency (%) |
| 1 | 24929 | |
| 2 | 24847 | |
| 3 | 24983 | |
| 4 | 24675 | |
| 5 | 24797 | |
| 6 | 25228 | |
| 7 | 25182 | |
| 8 | 25359 |
| Value | Count | Frequency (%) |
| 8 | 25359 | |
| 7 | 25182 | |
| 6 | 25228 | |
| 5 | 24797 | |
| 4 | 24675 | |
| 3 | 24983 | |
| 2 | 24847 | |
| 1 | 24929 |
bathrooms
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.76003 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8409594 |
|---|---|
| Coefficient of variation (CV) | 0.66700701 |
| Kurtosis | 0.044008253 |
| Mean | 2.76003 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.95743284 |
| Sum | 552006 |
| Variance | 3.3891313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 67914 | |
| 2 | 42602 | |
| 3 | 30335 | |
| 4 | 22274 | 11.1% |
| 5 | 15827 | 7.9% |
| 6 | 10944 | 5.5% |
| 7 | 6844 | 3.4% |
| 8 | 3260 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 67914 | |
| 2 | 42602 | |
| 3 | 30335 | |
| 4 | 22274 | 11.1% |
| 5 | 15827 | 7.9% |
| 6 | 10944 | 5.5% |
| 7 | 6844 | 3.4% |
| 8 | 3260 | 1.6% |
| Value | Count | Frequency (%) |
| 8 | 3260 | 1.6% |
| 7 | 6844 | 3.4% |
| 6 | 10944 | 5.5% |
| 5 | 15827 | 7.9% |
| 4 | 22274 | 11.1% |
| 3 | 30335 | |
| 2 | 42602 | |
| 1 | 67914 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 100130 | |
| 1 | 99870 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 100043 | |
| 0 | 99957 |
crime_cases_reported
Real number (ℝ)
Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.229065 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 62909 |
| Zeros (%) | 31.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1853359 |
|---|---|
| Coefficient of variation (CV) | 0.96442086 |
| Kurtosis | 1.4721829 |
| Mean | 1.229065 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1055183 |
| Sum | 245813 |
| Variance | 1.4050213 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1 | 69217 | |
| 0 | 62909 | |
| 2 | 40620 | |
| 3 | 17762 | 8.9% |
| 4 | 6446 | 3.2% |
| 5 | 2251 | 1.1% |
| 6 | 591 | 0.3% |
| 7 | 160 | 0.1% |
| 8 | 33 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 62909 | |
| 1 | 69217 | |
| 2 | 40620 | |
| 3 | 17762 | 8.9% |
| 4 | 6446 | 3.2% |
| 5 | 2251 | 1.1% |
| 6 | 591 | 0.3% |
| 7 | 160 | 0.1% |
| 8 | 33 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | < 0.1% |
| 9 | 9 | < 0.1% |
| 8 | 33 | < 0.1% |
| 7 | 160 | 0.1% |
| 6 | 591 | 0.3% |
| 5 | 2251 | 1.1% |
| 4 | 6446 | 3.2% |
| 3 | 17762 | 8.9% |
| 2 | 40620 | |
| 1 | 69217 |
legal_cases_on_property
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 150216 | |
| 1 | 49784 | 24.9% |
customer_salary
Real number (ℝ)
High correlation
| Distinct | 36020 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46528.626 |
| Minimum | 2000 |
|---|---|
| Maximum | 100000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 8779.9 |
| Q1 | 21450 |
| median | 41465 |
| Q3 | 70805 |
| 95-th percentile | 94180 |
| Maximum | 100000 |
| Range | 98000 |
| Interquartile range (IQR) | 49355 |
Descriptive statistics
| Standard deviation | 27997.354 |
|---|---|
| Coefficient of variation (CV) | 0.6017232 |
| Kurtosis | -1.1808382 |
| Mean | 46528.626 |
| Median Absolute Deviation (MAD) | 23401 |
| Skewness | 0.29542866 |
| Sum | 9.3057252 × 109 |
| Variance | 7.8385182 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13160 | 27 | < 0.1% |
| 11400 | 23 | < 0.1% |
| 42840 | 22 | < 0.1% |
| 22795 | 22 | < 0.1% |
| 17200 | 21 | < 0.1% |
| 14305 | 21 | < 0.1% |
| 65245 | 21 | < 0.1% |
| 68475 | 21 | < 0.1% |
| 32565 | 21 | < 0.1% |
| 22080 | 21 | < 0.1% |
| Other values (36010) | 199780 |
| Value | Count | Frequency (%) |
| 2000 | 1 | < 0.1% |
| 2006 | 1 | < 0.1% |
| 2007 | 3 | |
| 2008 | 3 | |
| 2009 | 2 | |
| 2011 | 2 | |
| 2012 | 2 | |
| 2014 | 1 | < 0.1% |
| 2018 | 1 | < 0.1% |
| 2019 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100000 | 12 | |
| 99995 | 16 | |
| 99990 | 11 | |
| 99985 | 14 | |
| 99980 | 4 | < 0.1% |
| 99975 | 11 | |
| 99970 | 10 | |
| 99965 | 11 | |
| 99960 | 10 | |
| 99955 | 8 |
loan_amount
Real number (ℝ)
High correlation
| Distinct | 187684 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 759758.28 |
| Minimum | 23504 |
|---|---|
| Maximum | 3520150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 23504 |
|---|---|
| 5-th percentile | 124582.7 |
| Q1 | 337280.25 |
| median | 626932.5 |
| Q3 | 1058416 |
| 95-th percentile | 1826092.1 |
| Maximum | 3520150 |
| Range | 3496646 |
| Interquartile range (IQR) | 721135.75 |
Descriptive statistics
| Standard deviation | 548940.15 |
|---|---|
| Coefficient of variation (CV) | 0.72251947 |
| Kurtosis | 1.5035704 |
| Mean | 759758.28 |
| Median Absolute Deviation (MAD) | 336338 |
| Skewness | 1.1912318 |
| Sum | 1.5195166 × 1011 |
| Variance | 3.0133529 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 192440 | 5 | < 0.1% |
| 251444 | 4 | < 0.1% |
| 385072 | 4 | < 0.1% |
| 373931 | 4 | < 0.1% |
| 431519 | 4 | < 0.1% |
| 577858 | 4 | < 0.1% |
| 572842 | 4 | < 0.1% |
| 167391 | 4 | < 0.1% |
| 373441 | 4 | < 0.1% |
| 246336 | 4 | < 0.1% |
| Other values (187674) | 199959 |
| Value | Count | Frequency (%) |
| 23504 | 1 | |
| 25375 | 1 | |
| 25643 | 1 | |
| 25724 | 1 | |
| 25804 | 1 | |
| 25808 | 1 | |
| 25995 | 1 | |
| 26382 | 1 | |
| 26773 | 1 | |
| 26901 | 1 |
| Value | Count | Frequency (%) |
| 3520150 | 1 | |
| 3520121 | 1 | |
| 3515141 | 1 | |
| 3495056 | 1 | |
| 3495027 | 1 | |
| 3492560 | 1 | |
| 3481607 | 1 | |
| 3479455 | 1 | |
| 3478560 | 1 | |
| 3476549 | 1 |
loan_tenure_years
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 10 | |
|---|---|
| 15 | |
| 30 | |
| 25 | |
| 20 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 15 |
|---|---|
| 2nd row | 20 |
| 3rd row | 30 |
| 4th row | 15 |
| 5th row | 25 |
Common Values
| Value | Count | Frequency (%) |
| 10 | 40207 | |
| 15 | 40147 | |
| 30 | 40071 | |
| 25 | 39874 | |
| 20 | 39701 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 10 | 40207 | |
| 15 | 40147 | |
| 30 | 40071 | |
| 25 | 39874 | |
| 20 | 39701 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 119979 | |
| 1 | 80354 | |
| 5 | 80021 | |
| 2 | 79575 | |
| 3 | 40071 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 400000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 119979 | |
| 1 | 80354 | |
| 5 | 80021 | |
| 2 | 79575 | |
| 3 | 40071 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 400000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 119979 | |
| 1 | 80354 | |
| 5 | 80021 | |
| 2 | 79575 | |
| 3 | 40071 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 400000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 119979 | |
| 1 | 80354 | |
| 5 | 80021 | |
| 2 | 79575 | |
| 3 | 40071 | 10.0% |
monthly_expenses
Real number (ℝ)
| Distinct | 6655 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10559.693 |
| Minimum | 500 |
|---|---|
| Maximum | 20000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2580 |
| Q1 | 5770 |
| median | 10520 |
| Q3 | 15260 |
| 95-th percentile | 19065 |
| Maximum | 20000 |
| Range | 19500 |
| Interquartile range (IQR) | 9490 |
Descriptive statistics
| Standard deviation | 5427.2419 |
|---|---|
| Coefficient of variation (CV) | 0.5139583 |
| Kurtosis | -1.2081943 |
| Mean | 10559.693 |
| Median Absolute Deviation (MAD) | 4745 |
| Skewness | 0.020596748 |
| Sum | 2.1119386 × 109 |
| Variance | 29454954 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17510 | 82 | < 0.1% |
| 3830 | 80 | < 0.1% |
| 3095 | 76 | < 0.1% |
| 19730 | 76 | < 0.1% |
| 2820 | 75 | < 0.1% |
| 3640 | 75 | < 0.1% |
| 18995 | 75 | < 0.1% |
| 3930 | 74 | < 0.1% |
| 11250 | 73 | < 0.1% |
| 12620 | 73 | < 0.1% |
| Other values (6645) | 199241 |
| Value | Count | Frequency (%) |
| 500 | 5 | |
| 501 | 2 | < 0.1% |
| 502 | 5 | |
| 503 | 3 | |
| 504 | 4 | |
| 505 | 5 | |
| 506 | 2 | < 0.1% |
| 507 | 3 | |
| 508 | 7 | |
| 509 | 6 |
| Value | Count | Frequency (%) |
| 20000 | 54 | |
| 19995 | 47 | |
| 19990 | 56 | |
| 19985 | 52 | |
| 19980 | 43 | |
| 19975 | 59 | |
| 19970 | 55 | |
| 19965 | 58 | |
| 19960 | 52 | |
| 19955 | 57 |
down_payment
Real number (ℝ)
High correlation
| Distinct | 180244 |
|---|---|
| Distinct (%) | 90.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 455606.85 |
| Minimum | 8966 |
|---|---|
| Maximum | 2492723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 8966 |
|---|---|
| 5-th percentile | 66019.85 |
| Q1 | 184959.25 |
| median | 356170 |
| Q3 | 625735.25 |
| 95-th percentile | 1182212 |
| Maximum | 2492723 |
| Range | 2483757 |
| Interquartile range (IQR) | 440776 |
Descriptive statistics
| Standard deviation | 362986.52 |
|---|---|
| Coefficient of variation (CV) | 0.79670996 |
| Kurtosis | 2.4799512 |
| Mean | 455606.85 |
| Median Absolute Deviation (MAD) | 199817.5 |
| Skewness | 1.453053 |
| Sum | 9.112137 × 1010 |
| Variance | 1.3175921 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100916 | 5 | < 0.1% |
| 197782 | 5 | < 0.1% |
| 107024 | 5 | < 0.1% |
| 75041 | 5 | < 0.1% |
| 120520 | 5 | < 0.1% |
| 129361 | 5 | < 0.1% |
| 204537 | 4 | < 0.1% |
| 182481 | 4 | < 0.1% |
| 213403 | 4 | < 0.1% |
| 271013 | 4 | < 0.1% |
| Other values (180234) | 199954 |
| Value | Count | Frequency (%) |
| 8966 | 1 | |
| 9996 | 1 | |
| 10265 | 1 | |
| 10795 | 1 | |
| 10842 | 1 | |
| 10881 | 1 | |
| 10996 | 1 | |
| 11088 | 1 | |
| 11124 | 1 | |
| 11175 | 1 |
| Value | Count | Frequency (%) |
| 2492723 | 1 | |
| 2466258 | 1 | |
| 2464940 | 1 | |
| 2457703 | 1 | |
| 2453418 | 1 | |
| 2449674 | 1 | |
| 2446856 | 1 | |
| 2446473 | 1 | |
| 2437824 | 1 | |
| 2431316 | 1 |
emi_to_income_ratio
Real number (ℝ)
High correlation
| Distinct | 266 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1953873 |
| Minimum | 0 |
|---|---|
| Maximum | 3.46 |
| Zeros | 25 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.07 |
| median | 0.13 |
| Q3 | 0.24 |
| 95-th percentile | 0.61 |
| Maximum | 3.46 |
| Range | 3.46 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.21968866 |
|---|---|
| Coefficient of variation (CV) | 1.1243754 |
| Kurtosis | 17.248462 |
| Mean | 0.1953873 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 3.3032618 |
| Sum | 39077.46 |
| Variance | 0.048263109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.06 | 9626 | 4.8% |
| 0.05 | 9476 | 4.7% |
| 0.07 | 9324 | 4.7% |
| 0.04 | 9238 | 4.6% |
| 0.08 | 9167 | 4.6% |
| 0.03 | 8943 | 4.5% |
| 0.09 | 8644 | 4.3% |
| 0.1 | 8138 | 4.1% |
| 0.02 | 7825 | 3.9% |
| 0.11 | 7647 | 3.8% |
| Other values (256) | 111972 |
| Value | Count | Frequency (%) |
| 0 | 25 | < 0.1% |
| 0.01 | 3723 | 1.9% |
| 0.02 | 7825 | |
| 0.03 | 8943 | |
| 0.04 | 9238 | |
| 0.05 | 9476 | |
| 0.06 | 9626 | |
| 0.07 | 9324 | |
| 0.08 | 9167 | |
| 0.09 | 8644 |
| Value | Count | Frequency (%) |
| 3.46 | 1 | |
| 3.38 | 1 | |
| 3.31 | 1 | |
| 3.3 | 1 | |
| 3.26 | 1 | |
| 3.17 | 1 | |
| 3.08 | 1 | |
| 3.03 | 1 | |
| 2.97 | 1 | |
| 2.94 | 1 |
satisfaction_score
Real number (ℝ)
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.49865 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8753608 |
|---|---|
| Coefficient of variation (CV) | 0.52292122 |
| Kurtosis | -1.2253934 |
| Mean | 5.49865 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.00066491434 |
| Sum | 1099730 |
| Variance | 8.2676995 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 20171 | |
| 10 | 20071 | |
| 4 | 20068 | |
| 9 | 20051 | |
| 5 | 20045 | |
| 3 | 19941 | |
| 8 | 19937 | |
| 6 | 19908 | |
| 2 | 19906 | |
| 7 | 19902 |
| Value | Count | Frequency (%) |
| 1 | 20171 | |
| 2 | 19906 | |
| 3 | 19941 | |
| 4 | 20068 | |
| 5 | 20045 | |
| 6 | 19908 | |
| 7 | 19902 | |
| 8 | 19937 | |
| 9 | 20051 | |
| 10 | 20071 |
| Value | Count | Frequency (%) |
| 10 | 20071 | |
| 9 | 20051 | |
| 8 | 19937 | |
| 7 | 19902 | |
| 6 | 19908 | |
| 5 | 20045 | |
| 4 | 20068 | |
| 3 | 19941 | |
| 2 | 19906 | |
| 1 | 20171 |
neighbourhood_rating
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.50524 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8709447 |
|---|---|
| Coefficient of variation (CV) | 0.52149311 |
| Kurtosis | -1.2262416 |
| Mean | 5.50524 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.00015314375 |
| Sum | 1101048 |
| Variance | 8.2423238 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 3 | 20323 | |
| 9 | 20245 | |
| 4 | 20127 | |
| 8 | 20088 | |
| 5 | 20020 | |
| 10 | 19941 | |
| 7 | 19937 | |
| 1 | 19829 | |
| 2 | 19794 | |
| 6 | 19696 |
| Value | Count | Frequency (%) |
| 1 | 19829 | |
| 2 | 19794 | |
| 3 | 20323 | |
| 4 | 20127 | |
| 5 | 20020 | |
| 6 | 19696 | |
| 7 | 19937 | |
| 8 | 20088 | |
| 9 | 20245 | |
| 10 | 19941 |
| Value | Count | Frequency (%) |
| 10 | 19941 | |
| 9 | 20245 | |
| 8 | 20088 | |
| 7 | 19937 | |
| 6 | 19696 | |
| 5 | 20020 | |
| 4 | 20127 | |
| 3 | 20323 | |
| 2 | 19794 | |
| 1 | 19829 |
connectivity_score
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.495615 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8702059 |
|---|---|
| Coefficient of variation (CV) | 0.52227201 |
| Kurtosis | -1.2243246 |
| Mean | 5.495615 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0024840839 |
| Sum | 1099123 |
| Variance | 8.238082 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 3 | 20185 | |
| 8 | 20134 | |
| 4 | 20087 | |
| 2 | 20012 | |
| 7 | 20012 | |
| 5 | 19969 | |
| 1 | 19936 | |
| 9 | 19903 | |
| 10 | 19890 | |
| 6 | 19872 |
| Value | Count | Frequency (%) |
| 1 | 19936 | |
| 2 | 20012 | |
| 3 | 20185 | |
| 4 | 20087 | |
| 5 | 19969 | |
| 6 | 19872 | |
| 7 | 20012 | |
| 8 | 20134 | |
| 9 | 19903 | |
| 10 | 19890 |
| Value | Count | Frequency (%) |
| 10 | 19890 | |
| 9 | 19903 | |
| 8 | 20134 | |
| 7 | 20012 | |
| 6 | 19872 | |
| 5 | 19969 | |
| 4 | 20087 | |
| 3 | 20185 | |
| 2 | 20012 | |
| 1 | 19936 |
decision
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 153932 | |
| 1 | 46068 | 23.0% |
Interactions
Correlations
| bathrooms | city | connectivity_score | constructed_year | country | crime_cases_reported | customer_salary | decision | down_payment | emi_to_income_ratio | furnishing_status | garage | garden | legal_cases_on_property | loan_amount | loan_tenure_years | monthly_expenses | neighbourhood_rating | previous_owners | price | property_id | property_size_sqft | property_type | rooms | satisfaction_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bathrooms | 1.000 | 0.004 | -0.002 | 0.003 | 0.004 | 0.003 | -0.001 | 0.000 | -0.003 | -0.000 | 0.002 | 0.004 | 0.004 | 0.000 | -0.002 | 0.000 | -0.000 | 0.002 | -0.000 | -0.002 | -0.001 | -0.000 | 0.002 | 0.625 | 0.001 |
| city | 0.004 | 1.000 | 0.006 | 0.000 | 1.000 | 0.116 | 0.241 | 0.076 | 0.194 | 0.067 | 0.000 | 0.004 | 0.004 | 0.002 | 0.221 | 0.000 | 0.267 | 0.004 | 0.000 | 0.274 | 0.000 | 0.002 | 0.003 | 0.003 | 0.000 |
| connectivity_score | -0.002 | 0.006 | 1.000 | 0.003 | 0.003 | -0.003 | 0.003 | 0.000 | 0.002 | 0.001 | 0.006 | 0.006 | 0.000 | 0.000 | 0.002 | 0.000 | -0.002 | -0.000 | 0.004 | 0.002 | -0.003 | 0.002 | 0.000 | -0.003 | -0.000 |
| constructed_year | 0.003 | 0.000 | 0.003 | 1.000 | 0.002 | 0.002 | 0.000 | 0.005 | -0.001 | -0.005 | 0.003 | 0.004 | 0.003 | 0.010 | -0.005 | 0.000 | -0.003 | -0.002 | 0.002 | -0.004 | 0.000 | -0.006 | 0.000 | -0.002 | -0.003 |
| country | 0.004 | 1.000 | 0.003 | 0.002 | 1.000 | 0.116 | 0.241 | 0.075 | 0.194 | 0.067 | 0.003 | 0.000 | 0.000 | 0.000 | 0.221 | 0.000 | 0.267 | 0.001 | 0.000 | 0.274 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 |
| crime_cases_reported | 0.003 | 0.116 | -0.003 | 0.002 | 0.116 | 1.000 | -0.088 | 0.217 | -0.059 | 0.013 | 0.005 | 0.000 | 0.000 | 0.000 | -0.062 | 0.000 | 0.023 | 0.001 | 0.001 | -0.064 | 0.001 | -0.001 | 0.002 | 0.002 | -0.003 |
| customer_salary | -0.001 | 0.241 | 0.003 | 0.000 | 0.241 | -0.088 | 1.000 | 0.102 | 0.249 | -0.540 | 0.003 | 0.000 | 0.003 | 0.000 | 0.271 | 0.003 | 0.179 | 0.001 | 0.001 | 0.281 | 0.001 | 0.000 | 0.002 | -0.001 | -0.005 |
| decision | 0.000 | 0.076 | 0.000 | 0.005 | 0.075 | 0.217 | 0.102 | 1.000 | 0.019 | 0.176 | 0.000 | 0.000 | 0.000 | 0.315 | 0.050 | 0.025 | 0.007 | 0.000 | 0.000 | 0.047 | 0.000 | 0.058 | 0.000 | 0.000 | 0.670 |
| down_payment | -0.003 | 0.194 | 0.002 | -0.001 | 0.194 | -0.059 | 0.249 | 0.019 | 1.000 | 0.390 | 0.000 | 0.000 | 0.000 | 0.006 | 0.732 | 0.005 | 0.120 | -0.001 | 0.001 | 0.888 | -0.005 | 0.708 | 0.000 | -0.006 | 0.000 |
| emi_to_income_ratio | -0.000 | 0.067 | 0.001 | -0.005 | 0.067 | 0.013 | -0.540 | 0.176 | 0.390 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.582 | 0.079 | -0.064 | -0.002 | -0.002 | 0.542 | -0.001 | 0.642 | 0.000 | -0.001 | 0.002 |
| furnishing_status | 0.002 | 0.000 | 0.006 | 0.003 | 0.003 | 0.005 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.002 | 0.006 | 0.003 | 0.000 | 0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.003 | 0.000 |
| garage | 0.004 | 0.004 | 0.006 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 1.000 | 0.000 | 0.001 | 0.004 | 0.003 | 0.001 | 0.000 | 0.004 | 0.001 | 0.002 | 0.000 | 0.006 | 0.000 | 0.000 |
| garden | 0.004 | 0.004 | 0.000 | 0.003 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 1.000 | 0.000 | 0.000 | 0.004 | 0.005 | 0.000 | 0.000 | 0.001 | 0.002 | 0.004 | 0.002 | 0.000 | 0.000 |
| legal_cases_on_property | 0.000 | 0.002 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.315 | 0.006 | 0.000 | 0.003 | 0.001 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.003 |
| loan_amount | -0.002 | 0.221 | 0.002 | -0.005 | 0.221 | -0.062 | 0.271 | 0.050 | 0.732 | 0.582 | 0.000 | 0.004 | 0.000 | 0.000 | 1.000 | 0.002 | 0.127 | -0.001 | 0.000 | 0.960 | -0.001 | 0.763 | 0.000 | -0.002 | -0.001 |
| loan_tenure_years | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.025 | 0.005 | 0.079 | 0.001 | 0.003 | 0.004 | 0.000 | 0.002 | 1.000 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.002 | 0.001 | 0.002 | 0.002 |
| monthly_expenses | -0.000 | 0.267 | -0.002 | -0.003 | 0.267 | 0.023 | 0.179 | 0.007 | 0.120 | -0.064 | 0.001 | 0.001 | 0.005 | 0.000 | 0.127 | 0.002 | 1.000 | 0.000 | 0.003 | 0.132 | 0.000 | 0.002 | 0.000 | -0.002 | -0.003 |
| neighbourhood_rating | 0.002 | 0.004 | -0.000 | -0.002 | 0.001 | 0.001 | 0.001 | 0.000 | -0.001 | -0.002 | 0.000 | 0.000 | 0.000 | 0.003 | -0.001 | 0.000 | 0.000 | 1.000 | 0.003 | -0.000 | -0.002 | -0.001 | 0.002 | -0.003 | 0.001 |
| previous_owners | -0.000 | 0.000 | 0.004 | 0.002 | 0.000 | 0.001 | 0.001 | 0.000 | 0.001 | -0.002 | 0.000 | 0.004 | 0.000 | 0.003 | 0.000 | 0.000 | 0.003 | 0.003 | 1.000 | 0.001 | -0.002 | -0.000 | 0.003 | -0.002 | -0.001 |
| price | -0.002 | 0.274 | 0.002 | -0.004 | 0.274 | -0.064 | 0.281 | 0.047 | 0.888 | 0.542 | 0.000 | 0.001 | 0.001 | 0.000 | 0.960 | 0.001 | 0.132 | -0.000 | 0.001 | 1.000 | -0.003 | 0.793 | 0.000 | -0.004 | -0.000 |
| property_id | -0.001 | 0.000 | -0.003 | 0.000 | 0.000 | 0.001 | 0.001 | 0.000 | -0.005 | -0.001 | 0.000 | 0.002 | 0.002 | 0.000 | -0.001 | 0.000 | 0.000 | -0.002 | -0.002 | -0.003 | 1.000 | -0.003 | 0.002 | -0.003 | -0.000 |
| property_size_sqft | -0.000 | 0.002 | 0.002 | -0.006 | 0.000 | -0.001 | 0.000 | 0.058 | 0.708 | 0.642 | 0.000 | 0.000 | 0.004 | 0.000 | 0.763 | 0.002 | 0.002 | -0.001 | -0.000 | 0.793 | -0.003 | 1.000 | 0.000 | -0.002 | 0.000 |
| property_type | 0.002 | 0.003 | 0.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.000 | 0.000 | 0.003 | 0.006 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 | 0.002 | 0.003 | 0.000 | 0.002 | 0.000 | 1.000 | 0.004 | 0.000 |
| rooms | 0.625 | 0.003 | -0.003 | -0.002 | 0.001 | 0.002 | -0.001 | 0.000 | -0.006 | -0.001 | 0.003 | 0.000 | 0.000 | 0.006 | -0.002 | 0.002 | -0.002 | -0.003 | -0.002 | -0.004 | -0.003 | -0.002 | 0.004 | 1.000 | -0.001 |
| satisfaction_score | 0.001 | 0.000 | -0.000 | -0.003 | 0.000 | -0.003 | -0.005 | 0.670 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.003 | -0.001 | 0.002 | -0.003 | 0.001 | -0.001 | -0.000 | -0.000 | 0.000 | 0.000 | -0.001 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| property_id | country | city | property_type | furnishing_status | property_size_sqft | price | constructed_year | previous_owners | rooms | bathrooms | garage | garden | crime_cases_reported | legal_cases_on_property | customer_salary | loan_amount | loan_tenure_years | monthly_expenses | down_payment | emi_to_income_ratio | satisfaction_score | neighbourhood_rating | connectivity_score | decision | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | France | Marseille | Farmhouse | Semi-Furnished | 991 | 412935 | 1989 | 6 | 6 | 2 | 1 | 1 | 1 | 0 | 10745 | 193949 | 15 | 6545 | 218986 | 0.16 | 1 | 5 | 6 | 0 |
| 1 | 2 | South Africa | Cape Town | Apartment | Semi-Furnished | 1244 | 224538 | 1990 | 4 | 8 | 8 | 1 | 1 | 1 | 1 | 16970 | 181465 | 20 | 8605 | 43073 | 0.08 | 9 | 1 | 2 | 0 |
| 2 | 3 | South Africa | Johannesburg | Farmhouse | Semi-Furnished | 4152 | 745104 | 2019 | 5 | 2 | 1 | 1 | 1 | 0 | 0 | 21914 | 307953 | 30 | 2510 | 437151 | 0.09 | 6 | 8 | 1 | 0 |
| 3 | 4 | Germany | Frankfurt | Farmhouse | Semi-Furnished | 3714 | 1110959 | 2008 | 1 | 3 | 3 | 0 | 1 | 0 | 0 | 17980 | 674720 | 15 | 8805 | 436239 | 0.33 | 2 | 6 | 6 | 0 |
| 4 | 5 | South Africa | Johannesburg | Townhouse | Fully-Furnished | 531 | 99041 | 2007 | 6 | 3 | 3 | 1 | 1 | 3 | 1 | 17676 | 65833 | 25 | 8965 | 33208 | 0.03 | 3 | 3 | 4 | 0 |
| 5 | 6 | Canada | Montreal | Villa | Semi-Furnished | 3169 | 1107368 | 1985 | 0 | 5 | 2 | 1 | 0 | 0 | 0 | 95520 | 793316 | 30 | 10615 | 314052 | 0.05 | 10 | 8 | 2 | 1 |
| 6 | 7 | Brazil | Rio de Janeiro | Studio | Unfurnished | 1986 | 398439 | 1976 | 1 | 2 | 1 | 1 | 0 | 0 | 0 | 11426 | 268167 | 25 | 14440 | 130272 | 0.16 | 9 | 10 | 10 | 1 |
| 7 | 8 | Brazil | São Paulo | Townhouse | Semi-Furnished | 4048 | 807236 | 2020 | 4 | 6 | 6 | 1 | 1 | 1 | 0 | 29832 | 503385 | 20 | 7200 | 303851 | 0.13 | 1 | 5 | 8 | 0 |
| 8 | 9 | UAE | Dubai | Farmhouse | Semi-Furnished | 5213 | 3131373 | 1968 | 6 | 2 | 1 | 0 | 0 | 0 | 0 | 56255 | 1866416 | 15 | 10300 | 1264957 | 0.29 | 8 | 8 | 10 | 1 |
| 9 | 10 | Australia | Melbourne | Apartment | Unfurnished | 4648 | 1483250 | 1966 | 2 | 5 | 2 | 0 | 1 | 0 | 1 | 67350 | 1093290 | 10 | 16360 | 389960 | 0.18 | 1 | 4 | 7 | 0 |
| property_id | country | city | property_type | furnishing_status | property_size_sqft | price | constructed_year | previous_owners | rooms | bathrooms | garage | garden | crime_cases_reported | legal_cases_on_property | customer_salary | loan_amount | loan_tenure_years | monthly_expenses | down_payment | emi_to_income_ratio | satisfaction_score | neighbourhood_rating | connectivity_score | decision | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 199990 | 199991 | USA | New York | Townhouse | Fully-Furnished | 758 | 378580 | 2010 | 4 | 7 | 4 | 1 | 0 | 4 | 0 | 18555 | 219850 | 30 | 10490 | 158730 | 0.07 | 4 | 3 | 3 | 0 |
| 199991 | 199992 | Singapore | Singapore | Apartment | Semi-Furnished | 2178 | 1525303 | 2010 | 6 | 5 | 2 | 1 | 0 | 0 | 0 | 12010 | 1167940 | 30 | 6205 | 357363 | 0.61 | 9 | 3 | 9 | 0 |
| 199992 | 199993 | Japan | Kyoto | Farmhouse | Fully-Furnished | 5553 | 2497748 | 1965 | 0 | 4 | 3 | 0 | 0 | 0 | 0 | 28865 | 1547889 | 20 | 15300 | 949859 | 0.40 | 3 | 9 | 6 | 0 |
| 199993 | 199994 | Australia | Melbourne | Townhouse | Semi-Furnished | 3554 | 1141359 | 2008 | 5 | 6 | 6 | 0 | 0 | 1 | 0 | 96425 | 470809 | 10 | 17790 | 670550 | 0.06 | 3 | 3 | 9 | 0 |
| 199994 | 199995 | Japan | Osaka | Farmhouse | Fully-Furnished | 5321 | 2396910 | 1963 | 3 | 8 | 6 | 1 | 0 | 1 | 0 | 17825 | 1056582 | 20 | 11095 | 1340328 | 0.44 | 9 | 10 | 2 | 0 |
| 199995 | 199996 | Germany | Berlin | Villa | Fully-Furnished | 685 | 203328 | 1968 | 1 | 3 | 2 | 0 | 0 | 1 | 0 | 78330 | 104050 | 15 | 17670 | 99278 | 0.01 | 8 | 4 | 5 | 1 |
| 199996 | 199997 | China | Shenzhen | Townhouse | Unfurnished | 3818 | 1454627 | 1977 | 5 | 7 | 5 | 1 | 1 | 1 | 0 | 25400 | 1175297 | 20 | 2865 | 279330 | 0.34 | 7 | 10 | 9 | 1 |
| 199997 | 199998 | Japan | Kyoto | Villa | Semi-Furnished | 3603 | 1619147 | 1990 | 2 | 4 | 4 | 1 | 1 | 1 | 0 | 28220 | 743049 | 30 | 5595 | 876098 | 0.17 | 5 | 3 | 9 | 0 |
| 199998 | 199999 | South Africa | Johannesburg | Apartment | Unfurnished | 1706 | 306165 | 2010 | 0 | 4 | 1 | 1 | 0 | 0 | 1 | 12240 | 150774 | 15 | 16300 | 155391 | 0.11 | 6 | 10 | 6 | 0 |
| 199999 | 200000 | Brazil | Rio de Janeiro | Apartment | Semi-Furnished | 3652 | 732698 | 1986 | 0 | 1 | 1 | 1 | 0 | 3 | 0 | 22644 | 548714 | 30 | 5165 | 183984 | 0.15 | 6 | 4 | 9 | 0 |